This process identified ten variables with non-zero coefficients as the most predictive features: age, gender, duration of diabetes, HbA1c (glycated hemoglobin), serum albumin, vitamin D, hyperlipidemia, hypothyroidism, alcohol history, and physical activity level. This evidence concerns the gene ALB and hypothyroidism.